{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "x_KnkMqrspQ7",
   "metadata": {},
   "source": [
    "# **Multi-Modal Retrieval using VoyageAI Multi-Modal Embeddings**\n",
    "\n",
    "VoyageAI has released a multi-modal embedding model and in this notebook, we will demonstrate Multi-Modal Retrieval using VoyageAI MultiModal Embeddings.\n",
    "\n",
    "For the demonstration, here are the steps:\n",
    "\n",
    "1. Download a dataset with images from HuggingFace.\n",
    "2. Build a Multi-Modal index for images using VoyageAI Multi-Modal Embeddings.\n",
    "3. Retrieve relevant images simultaneously using a Multi-Modal Retriever for a query.\n",
    "\n",
    "# **Installation**\n",
    "\n",
    "We will use VoyageAI MultiModal embeddings for retrieval and MongoDB as the vector-store."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "QAJRYmoGUtyo",
   "metadata": {},
   "outputs": [],
   "source": [
    "%pip install datasets\n",
    "%pip install llama-index\n",
    "%pip install llama-index-embeddings-voyageai\n",
    "%pip install llama-index-vector-stores-mongodb\n",
    "%pip install pymongo\n",
    "%pip install matplotlib"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a1f0af25-7eae-4826-baae-1e6928ccdfa8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import base64\n",
    "import os\n",
    "from io import BytesIO\n",
    "from time import sleep\n",
    "\n",
    "from PIL import Image\n",
    "from datasets import load_dataset\n",
    "from llama_index.core import StorageContext\n",
    "from llama_index.core.indices import MultiModalVectorStoreIndex\n",
    "from llama_index.core.schema import ImageDocument\n",
    "from llama_index.core.settings import Settings\n",
    "from llama_index.embeddings.voyageai import VoyageEmbedding\n",
    "from llama_index.vector_stores.mongodb import MongoDBAtlasVectorSearch\n",
    "from pymongo import MongoClient\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "iNqBIbDjvI77",
   "metadata": {},
   "source": [
    "# **Utils**\n",
    "\n",
    "* plot_images: Plot the images in the specified list of image paths.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "14238064-6749-428f-8180-3b5b9533d152",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_images(images, image_indexes):\n",
    "    images_shown = 0\n",
    "    for image_ndx in image_indexes:\n",
    "        image = Image.open(BytesIO(images[image_ndx]))\n",
    "\n",
    "        plt.subplot(8, 8, images_shown + 1)\n",
    "        plt.imshow(image)\n",
    "        plt.xticks([])\n",
    "        plt.yticks([])\n",
    "\n",
    "        images_shown += 1\n",
    "        if images_shown >= 50:\n",
    "            break\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "X8iNW4ZczEHv",
   "metadata": {},
   "source": [
    "# **Donwload the images**\n",
    "We will download the dataset with the images.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "39d5c425-0a6f-4697-a38d-633cece0356c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading dataset...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.11/dist-packages/huggingface_hub/utils/_auth.py:94: UserWarning: \n",
      "The secret `HF_TOKEN` does not exist in your Colab secrets.\n",
      "To authenticate with the Hugging Face Hub, create a token in your settings tab (https://huggingface.co/settings/tokens), set it as secret in your Google Colab and restart your session.\n",
      "You will be able to reuse this secret in all of your notebooks.\n",
      "Please note that authentication is recommended but still optional to access public models or datasets.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "231ffb567a9a4f068156799ec0caddf2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "README.md:   0%|          | 0.00/3.94k [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "42c0202901a84c9f8110c0f0aaa0cad1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "val.parquet:   0%|          | 0.00/66.8M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "9bd8935c2fd0427c80be091d91d287be",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "test.parquet:   0%|          | 0.00/91.7M [00:00<?, ?B/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "31daf0660dc641ebb332dee963f4b842",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Generating validation split:   0%|          | 0/1000 [00:00<?, ? examples/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "36af8a05985b41a794e1d30cd2f9d9f2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Generating test split:   0%|          | 0/1323 [00:00<?, ? examples/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Load the dataset\n",
    "print(\"Loading dataset...\")\n",
    "dataset = load_dataset(\"princeton-nlp/CharXiv\", split=\"validation\")\n",
    "df = dataset.to_pandas()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dAe1PNg1y6Rb",
   "metadata": {},
   "source": [
    "Work with 50 images only."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "bb691b9d-0077-4e97-a0ea-753637619aff",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing images...\n"
     ]
    }
   ],
   "source": [
    "# Process images and store in MongoDB Atlas\n",
    "print(\"Processing images...\")\n",
    "image_bytes = []\n",
    "for index, row in df.iterrows():\n",
    "    image_data = row[\"image\"]\n",
    "    if image_data is not None:\n",
    "        image_bytes.append(image_data[\"bytes\"])\n",
    "        if len(image_bytes) == 50:\n",
    "            break"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8hsgIi3azUrt",
   "metadata": {},
   "source": [
    "Just show the images."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5485c6e6-647f-4211-9445-92190718a54d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Showing images...\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 50 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Showing images...\")\n",
    "plot_images(image_bytes, [x for x in range(len(image_bytes))])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "BBJ8BNbozcnE",
   "metadata": {},
   "source": [
    "Now let's create documents, so we can then store these in the MongoDB database."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ef15f16b-4fdd-4f58-943a-ab76b97f094e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Creting documents...\n"
     ]
    }
   ],
   "source": [
    "print(\"Creting documents...\")\n",
    "documents = [\n",
    "    ImageDocument(image=base64.b64encode(img), metadata={\"index\": ndx})\n",
    "    for ndx, img in enumerate(image_bytes)\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "nYAjwk8Uzqj6",
   "metadata": {},
   "source": [
    "Now, let's connect to MongoDB Atlas instance, define the image and text indexes and create the storage context. Also, initialise the multimodal embedding model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9927a782-d525-42df-8a66-f51109099b7f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Setup...\n"
     ]
    }
   ],
   "source": [
    "# Connect to MongoDB Atlas\n",
    "print(\"Setup...\")\n",
    "# Use environment variables for sensitive credentials\n",
    "MONGO_URI = os.environ.get(\"MONGO_URI\", \"<YOUR_MONGODB_ATLAS_URL>\")\n",
    "VOYAGE_API_KEY = os.environ.get(\"VOYAGE_API_KEY\", \"<YOUR_VOYAGE_API_KEY>\")\n",
    "db_name = \"multimodal_test\"\n",
    "collection_name = \"test\"\n",
    "\n",
    "client = MongoClient(MONGO_URI)\n",
    "\n",
    "# Set up the image store for image embeddings\n",
    "image_store = MongoDBAtlasVectorSearch(\n",
    "    client,\n",
    "    db_name=db_name,\n",
    "    collection_name=f\"{collection_name}_image\",\n",
    "    vector_index_name=\"image_vector_index\",\n",
    ")\n",
    "image_store.create_vector_search_index(\n",
    "    dimensions=1024, path=\"embedding\", similarity=\"cosine\"\n",
    ")\n",
    "\n",
    "# Set up the text store for text embeddings (if needed in the future)\n",
    "text_store = MongoDBAtlasVectorSearch(\n",
    "    client,\n",
    "    db_name=db_name,\n",
    "    collection_name=f\"{collection_name}_text\",\n",
    "    vector_index_name=\"text_vector_index\",\n",
    ")\n",
    "text_store.create_vector_search_index(\n",
    "    dimensions=1024, path=\"embedding\", similarity=\"cosine\"\n",
    ")\n",
    "\n",
    "# Create storage context with proper assignment\n",
    "storage_context = StorageContext.from_defaults(\n",
    "    vector_store=text_store, image_store=image_store\n",
    ")\n",
    "\n",
    "# Initialize Voyage AI embedding model\n",
    "Settings.embed_model = VoyageEmbedding(\n",
    "    voyage_api_key=VOYAGE_API_KEY,\n",
    "    model_name=\"voyage-multimodal-3\",\n",
    "    truncation=False,\n",
    ")\n",
    "Settings.chunk_size = 100\n",
    "Settings.chunk_overlap = 10"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "I_AgAQVI0OyJ",
   "metadata": {},
   "source": [
    "We can now store the images in MongoDB."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7f73bfe1-fc5a-40b9-8e3f-c128a1b79e75",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Storing documents in MongoDB Atlas Vector Search...\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5f2eb5a7719d4bb5976bf7e98027fa7a",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Parsing nodes:   0%|          | 0/50 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1bdcb19394b44703ae5bb4be3e040a14",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Generating image embeddings:   0%|          | 0/50 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Finished storing images.\n"
     ]
    }
   ],
   "source": [
    "# Store documents in MongoDB Atlas Vector Search\n",
    "print(\"Storing documents in MongoDB Atlas Vector Search...\")\n",
    "# Create a multimodal index that knows how to route different document types\n",
    "index = MultiModalVectorStoreIndex.from_documents(\n",
    "    documents,\n",
    "    storage_context=storage_context,\n",
    "    show_progress=True,\n",
    "    image_embed_model=Settings.embed_model,\n",
    ")\n",
    "\n",
    "print(\"Finished storing images.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fe25bae7-4a0f-4183-b7a2-78df2c246319",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Wait for indexing to complete (better to implement a proper check)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "IuYI8Ow50ixl",
   "metadata": {},
   "source": [
    "# **Test the Retrieval**\n",
    "Here we create a retriever and test it out. Note that we are storing only images in our database, and we will query these images with plain text!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2c473c61-aeb5-429b-b4da-8647ddef3a98",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Performing query...\n"
     ]
    }
   ],
   "source": [
    "# Create a retriever that specifically uses the image store\n",
    "retriever = index.as_retriever(similarity_top_k=2)\n",
    "\n",
    "# Perform a query\n",
    "print(\"Performing query...\")\n",
    "nodes = retriever.text_to_image_retrieve(\n",
    "    \"3D loss landscapes for different training strategies\"\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "tdMFDePb0qKh",
   "metadata": {},
   "source": [
    "Inspect the retrieval results"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "34aa2969-b3df-4531-b5bc-2a8b62761460",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Found 2 results:\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAKEAAAAyCAYAAAA0o7tbAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAFstJREFUeJztnFmMXNl533/3nLvWXsVeyK7mPuRwOJxVo5GsEREpWgJbgRLARhwnyuIgL0Ye8pS3PBqI4bzECfLoIA9xYsA2EsQRINhKbEixMFGUkWY4M+QMlx5uvXd1dW13PycP1edONdlDdY/I0IjqDxRYYN97z1ff+Z9vO9+5ltZaM8UUTxHiaQswxRRTEk7x1DEl4RRPHVMSTvHUMSXhFE8dUxJO8dQxJeEUTx32QS5SSrG8vEy1WsWyrCct018qaK3p9/ssLCwgxHTNPgkciITLy8scP378Scvylxp3795lcXHxaYvx/yUORMJqtQqMJ6JWq+17jdYapRRRFJHEMfFwSFCtIm0bIQSO4yCE2GNNHqdVNRs/SinCMKR/cwlRLlE5Oo8lBPauHEKIPeP+NBl6vR7Hjx8vdHAYTD3IwTzIgUhoFFir1R4iodYarTVZltHb7pIu3eX+f/hDhh/dpnTuLPWXnqd88TzW/CxW4OMFAVJKLMvCdd2CFGaMTzNZkzLEgyEr//EPuf17f4B0PVovXmLmS1+g9fILOPNz5Cg830fuKsaQ86cR89PINfUgB/Mg1kH2jnu9HvV6nZ2dnYKE5rYsyxgMBoT3V3j/t/8NvZ+8g4xThBAFOSzPw23W8BfbNF97idYvvI5o1nFcFyyBrJbxPA8hJbZtIw9ITPN8Y/10GHPln/8m23/xQ6QAIQVgYVkgSgF++yiVFy8x+1e+SOX5CyjLwnYctFJIKZFSAnuJ2ev1aDQae377QbGzs0Oj0djjQbTWfOc73+Hy5cv84Ac/4OLFi5RKJXq9HlJKSqUSAP1+nyzLqFarVCoVBoMBURRRLpcZDAYsLy+zsLDA1atXcRyH119/ne9973t89atfJcsydnZ2mJ2dxXEcrl27RhzHVKtVPvzwQ1qtFidOnODHP/4xly9fxvM8Njc3x7qXkiiKEEIwOzuLbR/ITj0E40G63S71ev2R1x56BEO+PM+J45gkDNn8n/+L6//iX5PtdHGEhXAkti2RQqABrRT0euTX+mx9+CFbf/RfsAKfPNeoHGqfe5WjX/urWK06frOBU6uiLYs0TWm1WgUpJsc3MiRJghCS3u27fPRb/4ro2gdUq/54fFuC2CWyBrWxTvgn3+X2f/8zvGfP0/zFr1C6eBFZCpDSxvZcUqXwPA+ALM/Y2tw6rIoK7OdBtNbU63V+9KMfEQQBvV6Pmzdv0mg0EELw7rvvMj8/j+d59Pt9pJT0ej02NzdRShEEAfV6nbNnz9LtdllYWEApxVtvvUW9XqdcLvPd736XWq1Gs9nkyJEjJEnCqVOnWFpaYmFhgWq1yvXr1ymXy7iuS6VSYWNjg6WlJfI8R2uN4zgcO3bs0Avvk3TwKByKhMbqpGlGb2uTzpv/h5U/+K8Mr36AzHM8z8H2JLZj40iJJQVCjoXQCrAsJJBnOeloBFmOlSl6f/JndP/0z9FCYteqtP/BrzL31/8aw+EQ13WpVquFZYVxrJXnOVmWkWYp4dJN7vzmb2GtrlNplHAcG9u1kbZESAujBqU1Wo3HZ/k2/d/9d/SCMpQCkijFKpVwF9sEp05SfukF3ONter3eYVR0ILzyyiuMRiNKpRLdbpfTp0/jui4Ax48fx3VdgiAgiiKUUmxvb/Pyyy8XE7qxsYGUkhMnThQeYzAYUC6XKZVKXLp0Cdu2C08xMzNDnuecOXMGz/NwHIeZmRmCIADAcRy01sXfB4MBjuMUMj1pHIqEaZrS7XTovvM+1//t7zJ8/xq2Binl2Pp5NoHv4FUCPNdG2AJLWAjLQmt2P4o0yaAfMQpT4jhF6PGKEb6g/a1fYf4bXyfbJZlJJoxC8zwniiJs2yaOY1Snw/Jv/0v8YR95pILjSGxf4rg2wnF240/GFhlQeY7KMrRSqFSTpznJTpdsGJGvrDG4fhP9xS8w8/WvkANJkjx2pc/Nze37HaDRaBTfjRU6evTonmtmZ2cfeubMzEzx/cyZM3v+duHChYeunxwH4Lnnnnu00E8QhyJhHMeM3rvG7f/0R4yW749ZhQWWhQYsIXB8l1LNI6h42J6LVQT9Gp0rVJYz6kdsru0wimLyPEf6PvNfvsz83/hFjrz8AkJKdJJg2za2bRcWYDQaYdv2rgsW5OvrbP7O71DKQmSrgu1Z2J6L7dlIz8XyXKRtg6XH8mkLlaaoPIcsJ48z0lFEliosy0JLSetv/wrzv/w3sWyJTtPHbg1+3rLkg+BQJJRScuS1V2i/8Xm695fpX7nGzpX36L53jfD2HeLeEJVmWI7Ar5dxGhWcwMeyNEppkmFI//4W966v0e0NyC048pXLnPv7f5fmc+fI8hwhZeFuwzAkjmPK5TIwtsQA2do63ZvXGXz7v+GEfZxGCSfwkJ6N5bvYvosIfJTrIW0bJdg1gxqZZ+g0Q6cJMozJsxytQ7TjMPP3/ha1r355vHgsC6XU49b3FPvgUCRUSuE4DrlSBLMzNH/pa0Rf/iICiDc2uf/tP2X47lV2NrfY/NES0raozzWxbMGwMyDaHpAkKVpb2JbkxK/9Ms/8k3+EJSVqt8RiYhwhBEEQ7AmMTQYrWk2qjc9i1RukV95G3ngfpxlglwJSDZnjIVsNCAIy1yW3ACGRaYbWCpHEiCjG2t4mWVondTyO/sY/pP7660RxjFKqWAhTIj55HDoxybKMIAhI0xSlcqQ9tlzlxQVO/fqvIbCwtGLwn3+fwZs/pLu6TW+5Sxwm44QAC7vV4NRv/DrHfulrKAus3RKJ2C0qm/gvDEM2NjY4duwYQEEONwgQUhK88AKNz3yG3nvvoX7yA3rXbrC9tILKc+yZBu7iAu4zZ5CnT2IJC7AQWYqTjLB2OkTX75GfOs/cN79JcPIEaZ4VpDNhgCmZTPHkcCgSWpaFbdukaVrU1LIsw/M88jwfP9B1SJIEefnLzOQ9ZnsD8lyTJQmjoE7YOE79s6/iHptH2BJL6+JZSimyLCtI6DjOngDacZw9Y6ZpSpbn1C5dIjy+iD/698zmMXmaobIMdf8u+Z3bxMfaqPYJrJKPlaaoO7dRnW0af+dbHHnuOTKlPk6AlMayrCL7DsPwceh5ikfgUCTMsgwYu8UkSYodjyzLcF23iNmklIjGEbLT57DyHHvYw9LgL5yldfEVLGGRpVlxr3HDWus92bCUsiC3Gd9xHBzHIU3TYlEkSYJdKuP+6rfI/vj30YMBpBk6y7EshVYatXULvQlKQyoEzje+gmdKGbsZsJHF1CSllA9lkVM8fhyKhMZV5nmO4zh7SJmmKbZtF8VOLIvRsXMEa0tE1SZpuYGaP0lll2B5niOEQClVFKMnrWtRDJ8okbiuW/wtCAKSJCnuT5IEtzFL+Npl5O0PsZIISymsPMNCIC2NFhLluFCrYz/7WjGWIZ4htfkdWZYxHA4fl66n+AQcuk44OUGlUmlshXZJZDLZNE0RliCrzHNnR4Lr4cqQpucXxJ0knclEsywr9pWllMWWlUGe58jd7NnIYv7ftm2yLMM+dY4dZWFHA7RW2FkMlkBbGi1cMjtgUD7CfKlSWF65u11oYs40TYuQYHL8x4UnfcpWa33oUtCnueeTcNjnHLpEY4hiXKmZPNMpo5Qa1/GkQEibDTmLb2kGYYlju9V6oLBiDxLPWFsTj41Go6JWZwrUxmKZHZU8z8nzHN/3ieOY7MgZOv0BtopBCKw8RwlJjiRUHlgui87H9UcjR6GUXRmeZGacZilL98eVAsvS2GqN1ZWVPdWASWIkSUIURdRqNYITs6R6LO+sW+PmlWtYFvi+j5SS4XBIlmW0F1oszBrCC67fztja6gBjojSbzXH8LiVhGJJlGSdfepFQjcf0yLj99hWq1SppmhInCfOzs7S12q0RQ6/WYGVtlTAM8TyPV1999dC6OBQJjRs2RLAsq7CISqkiozWk8pyMrV6KbQtskSMsXVgbY4G01sWkp2m6JzHxPK/YWjKTYhIjUy4y8aQQYmyBhaBatri+VkJYFRQ5tmWRa0iVRX+kePn0x9dOxp8mLjWkjON4DzkfB4wVtKVkcV6M65cWqGwWz3ULvRrvMNnEYTyOXyozLr+D1ILFxTZpmuL7PnmeMzMzg9aaUslH+maKLdrtlFqtgRDjDqYkSYrtviAICMOQI36AicKF1ojTpwsDYVkWvu/jTTQ1VLRmnvFcGV2Z+TsoDt3AYKyfSQzMvmMURYWizERWSz6rax2SXHDxpF1k0YY0WZYVZJi0hEbpnucVE2JcZxRFxZh5nuN53p6dFCklJd+m4sZ8sJKCsJAWKAVRkmOpjLl6Y7y3vZsFm3/NM82Ytm3/zBv4sHdSBoMB9+52qNZcRNmj4flopYsOGhMr53lOs9ksmikAhqMRYZZhparYD9eMrwOKvWYYW/fhMKRaPYrWmtFoNN42tUMatYVdkpZoNBqFbI7j0N/eLsYvlUq022OCx3HEKBwgpCbenQ/LGm/JNhoNRqMRUko6nU7h3Q6KQ5dojMUxmbH5gWaVmrjN2u2CqbgZVz+K+eYb7YdKOwClUgmtdUEg41pN69HkJJg6osnGLcsqEpckSYrG2SzLuHiqxFvX19nu71qTHMIw4Rtf2EtAIURhyc0zjHw7OzuHUuYn4c6dOxw9epTBYIDv+5Sqda7+jyUap2xqn38Wb1evb775ZnFNpVLh5ZdfZjgcFhZL2jb3kZxuebR25ZzE97//fdI0xfM8arUai4uL9Pt9wjBkbW2Nubk5Nrbv0Z47U3gj+Njtx3HM1atX6ff7tFotnn/++XGbXhiyurqK3yjjBVD2aw/FkMvLy9y6dYs8z2m328zPzx9YP4feMTFEMJ0bQgg8zyusiHGxhlSvX6zz/vu3mKvLPQQ0vWsm2zXPzLJs3J2dJNTr9T0/1sSKphxkSCilLFxRkelqzddfqfB7377PWmccCrzxUoMXz1ULAjqOUzzD1CWNDHEc43nep+qofhA3b97kzJkzlEol4iTCZZNTn32Gzl/8hFsX+lxo1RFC8MYbbxS/07jjK1eucP78eZrNJlmaUf3hbW6+Kqm0GvgPLJAvfelLxTxJKdnc3KTb7ZKmKZcuXUIpxVqnTBh18L3mQ428vu/zuc99rrg/SRLeeecdXnrpJS5dukS332N97Qr1s8ceIuHx48f3NPDu7OwcWD+HLtEIIQjDcLxzMVEnNO7SbHV5nocQglMLmn/2jy/ge+OVa1yo1po4jgGKyU/TlF6vhxCCdru9J66YjEtMWQUoxjFxqin7aK05sVDjn36rzI2POtSrLu2jFSyLQnalFHEcI4TAdd1i8XS7XWq1Go1Gg36/fxgV7QvTtzfO7HNWu/eYO1rmfmmOZHWNbq3ErJQPNUtEUYSUEs/zimbWrY9S7KPr3AwCzpU8XPExEc39kwQxca/Ry6njF/jg/e9z4eLnCYLmnvFMt7u53yxw8xzPcRhFMOivUCqPLd24NeXjLVUzP4fBoY6PRVFEr9fDsiyCIChMuBHSBNK+7xdJihAWjbpfKMdxnMLdGgWbZ29sbFCv15mdnS0s7ORqS9OUKIoKS+r7fnGuxSQ6ZhWbmqKwUp4/3+JE++OmUmOBTcHdxKrGbS0uLhZ9d84+bu+wcF2XXq/HvXv3GAyGNBrPE8W3aJxs4axuspVkRcI2+YFxuDIajVhZWaHf7+OdW8T7cIPtYUg33f8+s+9tyFQul4sFXfJ95k+8xtvvvEWnc4M02UHrvNDNgyiVSoV3s7A4f+6zvHvtOt2dW+TZiAfv+DTlp0PvHSdJQhzHdDodgiAohDTEgHHL16Q1NK1XZpUopfB9v1htURTR7XY5e/ZsERPtV2syrefG8prg2Vw/GRCbxeH74wUwKYOZoCAIiqRqNBqRpimnT58mjuPHkpAYbG5uFhlomqZUy1Wud1PmFiM++nNJN4oR1f3rkVtbW7TbbYIgIMtSTj0f8+4fV/G2tuhWAuYmYmaDSSKEYUgYhtTr9SJeXJidxbZ/gRtrKzj33uaIL6jMzONSwnFLCMdD2DYazcbGBidPnixCoWpQ5cJzr/PBvbvUlv83szNzBH4NKQJ0UEbIw7e+HYqE5XKZubk5tNasr69TLpcZDocMh0OCICjcs22PM2FjpQwxzMqctGCmi3dxcZE0TYtMbz8IIajX60U2Zqxyp9NBKUWpVCosl7Pb0GoycBNKTJaHjDU0Z0F838dxnKIs9LiKt67r7kncLMvi6OwrrG+8h2rkxLdWifaJ8YBid8h0PG8Pb3D0FUnn7RXWmi1OBT7uPqfZjOxRFFGpVLh69Srz8/NFLbdVdalXTrC5M88oi4iykHy4g52vIlSIjcavLAAUxwtOnDiBUopayeWFkydY25lhR6Z0+tvIeBlbpdiWAAvsyskD6+dQB51MrGRWheM4RQbpui4bGxtFQG1iv0lLabIxsythDhFlWVacJXnUxD94vsTUCtfX16lWq+R5zsbGxh4X6vt+YSkns3OTxAwGA5rNJnEcF13OkzLsd8jroDD33r59uyiul8tlWq3WWAaV0+2t0FnuQ8OnWS2hpY8QDiVh4+yGJDs7O/T7/eKoQy/aYGd1nZ2+xJ2pM9/0kE4JkKS5RaZTSraDGoWUSiXK5fKehNHsen3sGTIUEGWaMM3IlEKhKQnNkWqtuDeO4z27VJYFCkGUpgzjFCXGRyiSOKYmYOHYwoH0dugSjfmYAHbyJFUQBLRaLdI0pdPp4Louw+GQfr9PpVLB9/0ikRmNRsXZkf0m/5PGLwTfVYbWmtnZ2cId1+t1Wq0Ww+Fwtzam2d7eJkkSqtVqUdqZlGEyC34Snc/GyjabzSJ4h3F40aq3WV++SlU5zNWPAhbagttLS4xGIS+88AKVSgXXdYmiiBs3bnDq1CnmnjtedLabpWmhWVr6iMFwSPviRQa5otFo7KkuOI5DGIZcu3YNx3G4cOECb7/9DjA++/Lhu++Q5zmfee01nN0KhrnfeDelFFevXkUpxYsvvki/s8Xq6irz83O0F9pcvX+PtW73wPr5dOf5zI+emDCtdbHCbdum2Wziui6j0ajIDnu9XkGMVqu1Z1/2007+5NFQ27YLGUzCYds229vbRUV/Z2en2BE5duxYkfw8jnrgo/Bg5qu15s6dO+Oi/K6lXl/fYG5uDtd2WFhoF9ujxpqbjzlM3+/32d7exrZtoihicXGRdrtdJHVRFD2kK+Mlnn32WUajEaurqzQajSIxnJ+f58iRI3i7odUkTAaslOKZZ55haWmJ9fV1tNb4vs/8/FEcx+H8uXNsbm4eWDc/Ewkf/IGT303WOxlfJUlCs9ksVuODb2R4nDJMlivq9XoxTp7nxS7BcDjcs9L/XyPP8yKuHe9wDIvFu1/jhOu6e8istWZlZQXf94tqwOR9n3Te13GcQierq6tF8ra1tUWr1aJWqz1SJ0IIqtUq5XKZe/fuEQQB5XK5CHvMsdSD4lMfft8Ppj4HH+8zP7iPaIJzYE8XzZOCiR1NGGBavyYPdT9q/J8lJtzv8LvBo9R+UH3s94zD6PJnkeGT7jX3PdHD749Cp9Ph3r171Go17t69W7g6Uxqo1+vFmwWMsOfPn3+ijaN3795lbW2NRqPB9vY2vu/Tbrf3PTb5uGEK3T/PrwLp9/s/lYQHsoSPWtGTSNO0aL2abAYwBWKz72uGDMOwqJ89KYRhWFhlk00fJgY8zIp+ENMXIj3GFyJNV/TBVvSDEEL8XL9O7qD6OpAlnK7o6UsynyQORMIppniSmC7tKZ46piSc4qljSsIpnjqmJJziqWNKwimeOqYknOKpY0rCKZ46/i/qicyucnHnrwAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Querying finished\n"
     ]
    }
   ],
   "source": [
    "# Display results\n",
    "print(f\"Found {len(nodes)} results:\")\n",
    "result_images = []\n",
    "for i, node in enumerate(nodes):\n",
    "    ndx = node.metadata[\"index\"]\n",
    "    result_images.append(ndx)\n",
    "plot_images(image_bytes, result_images)\n",
    "\n",
    "print(\"Querying finished\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "n1Du32bk0szv",
   "metadata": {},
   "source": [
    "We are done, so we can close the MongoDB connection."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a134e7e4-d224-4f66-bf7b-20c6df716906",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MongoDB connection closed\n"
     ]
    }
   ],
   "source": [
    "client.close()\n",
    "print(\"MongoDB connection closed\")"
   ]
  }
 ],
 "metadata": {
  "colab": {
   "provenance": []
  },
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
